Elmer O. Leatherwood (September 4, 1872 – December 24, 1929) was a U.S. Representative from Utah.
Born on a farm near Waverly, Ohio, Leatherwood attended the public schools.
He moved to Emporia, Kansas, in 1888.
He was graduated from the Kansas State Normal School at Emporia, Kansas, in 1894.
He engaged in public school work 1894–1898.
He studied law.
He was admitted to the bar at Hiawatha, Kansas, in 1898.
He graduated from the law department of the University of Wisconsin–Madison in 1901 and was admitted to practice.
He moved to Salt Lake City, Utah, the same year and continued the practice of his profession.
He served as district attorney for the third judicial district of Utah 1908–1916.
He served as delegate to the Republican National Convention in 1924.
He served as president of the Western Powder Co., Leary & Warren Stockyards, Hellgate Mining & Milling Co., and the Olympus Mining & Milling Co.